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<h2 class="h5">Job description</h2> <div class="t-break" data-jb-field="description"> <span>Toloka AI supports frontier model post-training by building domain-specific reinforcement learning environments, tasks, and evaluation frameworks designed by real practitioners.<br> Mindrift, powered by Toloka — a leading enterprise AI and machine learning data partner since 2014 — connects top domain experts with cutting-edge AI initiatives.<br> Backed by Toloka’s deep expertise in scalable data generation, crowd technology, and applied ML systems, Mindrift enables experts to shape how next-generation generative models learn, reason, and perform.<br> We are launching a Management Consulting domain focused on translating real-world consulting engagements into structured learning environments for advanced AI systems.<br> To do this credibly, we are assembling a team of strategy consultants from top-tier firms who can convert authentic project experience into end-to-end examples — from problem structuring and work planning to analysis, synthesis, and client-ready recommendations.<br> You will join a growing team of consultants from leading strategy firms shaping how AI learns high-level business reasoning.<br> Important: This role is exclusively for consultants with direct experience at a top-tier strategy consulting firm.<br> If you do not have hands-on project experience at one of the firms listed below, please do not apply.<br> This requirement ensures the domain is built by practitioners trained to the highest standards of structured problem-solving and client delivery.<br> Eligible firms: McKinsey &amp; Company, Boston Consulting Group (BCG), Bain &amp; Company, Oliver Wyman, Roland Berger, Monitor Deloitte (Deloitte S&amp;C), EY-Parthenon, Kearney, and Strategy&amp; (PwC).<br> Who We’re Looking For Consultants with 3+ years of experience at one of the firms listed above, with hands-on project experience in: Structuring ambiguous client problems into workable analytical plans Building financial models, market analyses, or synthesized findings from messy inputs Producing client-ready deliverables under time pressure Forming and defending recommendations under uncertainty No deep technical background is required — we will onboard you on the lightweight tools involved.<br> What You’ll Do Build realistic consulting project environments — create detailed project scenarios grounded in real engagement dynamics: industry context, financials, constraints, conflicting inputs, and incomplete information.<br> Design structured consulting tasks for AI agents — break projects into discrete tasks that mirror real consulting work: market sizing, commercial due diligence, cost optimization, growth strategy, operational diagnosis, benchmarking, and more.<br> Define evaluation criteria and quality standards — develop grading frameworks, evaluation rubrics, and golden-answer solutions for each task, used to train and calibrate an LLM-based grading system that evaluates AI outputs at scale.<br> This is a remote, project-based, individual-contributor role focused on analytical design and evaluation.<br> Skills &amp; Requirements 3+ years at McKinsey, BCG, Bain, Oliver Wyman, Roland Berger, Monitor Deloitte, EY-Parthenon, Kearney, or Strategy&amp; Strong structured problem-solving and hypothesis-driven thinking Ability to translate vague problems into clear analytical steps and deliverables High attention to logical consistency and output quality Independent, self-directed working style Clear written English (B2+) Compensation On this project, contributors can earn up to $60 per hour equivalent , depending on their level and pace of contribution.<br> Compensation varies across projects depending on scope, complexity, and required expertise.<br> Please note that other projects on the platform may offer different earning levels based on their requirements.<br> For this project, tasks are estimated to require around 25-30 hours per week during active phases, based on project requirements.<br> This is an estimate, not a guaranteed workload, and applies only while the project is active.<br> Tasks must be submitted by the deadline and meet the listed acceptance criteria to be accepted.<br></span> </div>

<p><h4>Toloka AI and Mindrift Overview</h4> <p><strong>Toloka AI</strong> supports frontier model post-training by building domain-specific reinforcement learning environments, tasks, and evaluation frameworks designed by real practitioners.<br> <strong>Mindrift</strong>, powered by Toloka — a leading enterprise AI and machine learning data partner since 2014 — connects top domain experts with cutting-edge AI initiatives. Backed by Toloka’s deep expertise in scalable data generation, crowd technology, and applied ML systems, Mindrift enables experts to shape how next-generation generative models learn, reason, and perform.</p> <h4>About the Role</h4> <p>We are launching a management consulting domain focused on translating real-world consulting engagements into structured learning environments for advanced AI systems. To do this credibly, we are assembling a team of strategy consultants from top-tier firms who can convert authentic project experience into end-to-end examples — from problem structuring and work planning to analysis, synthesis, and client-ready recommendations.<br> You will join a growing team of consultants from leading strategy firms shaping how AI learns high-level business reasoning.</p> <h4>Important</h4> <p>This role is exclusively for consultants with direct experience at a top-tier strategy consulting firm. If you do not have hands-on project experience at one of the firms listed below, please do not apply. This requirement ensures the domain is built by practitioners trained to the highest standards of structured problem-solving and client delivery.</p> <p><strong>Eligible firms:</strong> McKinsey & Company, Boston Consulting Group (BCG), Bain & Company, Oliver Wyman, Roland Berger, Monitor Deloitte (Deloitte S&C), EY-Parthenon, Kearney, and Strategy& (PwC).</p> <h4>Who We’re Looking For</h4> <p>Consultants with 3+ years of experience at one of the firms listed above, with hands-on project experience in:</p> <ul> <li>Structuring ambiguous client problems into workable analytical plans</li> <li>Building financial models, market analyses, or synthesized findings from messy inputs</li> <li>Producing client-ready deliverables under time pressure</li> <li>Forming and defending recommendations under uncertainty</li> </ul> <p>No deep technical background is required — we will onboard you on the lightweight tools involved.</p> <h4>What You’ll Do</h4> <ul> <li>Build realistic consulting project environments — create detailed project scenarios grounded in real engagement dynamics: industry context, financials, constraints, conflicting inputs, and incomplete information.</li> <li>Design structured consulting tasks for AI agents — break projects into discrete tasks that mirror real consulting work: market sizing, commercial due diligence, cost optimization, growth strategy, operational diagnosis, benchmarking, and more.</li> <li>Define evaluation criteria and quality standards — develop grading frameworks, evaluation rubrics, and golden-answer solutions for each task, used to train and calibrate an LLM-based grading system that evaluates AI outputs at scale.</li> </ul> <p>This is a remote, project-based, individual-contributor role focused on analytical design and evaluation.</p> <h4>Skills & Requirements</h4> <ul> <li>3+ years at McKinsey, BCG, Bain, Oliver Wyman, Roland Berger, Monitor Deloitte, EY-Parthenon, Kearney, or Strategy&</li> <li>Strong structured problem-solving and hypothesis-driven thinking</li> <li>Ability to translate vague problems into clear analytical steps and deliverables</li> <li>High attention to logical consistency and output quality</li> <li>Independent, self-directed working style</li> <li>Clear written English (B2+)</li> </ul> <h4>Compensation</h4> <p>On this project, contributors can earn up to $60 per hour equivalent, depending on their level and pace of contribution.<br> Compensation varies across projects depending on scope, complexity, and required expertise. Please note that other projects on the platform may offer different earning levels based on their requirements.<br> For this project, tasks are estimated to require around 25-30 hours per week during active phases, based on project requirements. This is an estimate, not a guaranteed workload, and applies only while the project is active. Tasks must be submitted by the deadline and meet the listed acceptance criteria to be accepted.</p></p><p></p>

<h2 class="h5">Job description</h2> <div class="t-break" data-jb-field="description"> <span><br>POSITION SUMMARY<br>Respond and attend to guest repair requests. Communicate with guests/customers to resolve maintenance issues. Perform preventive maintenance on tools and kitchen and mechanical room equipment, including cleaning and lubrication. Visually inspect tools, equipment, or machines. Carry equipment (e.g., tools, radio). Identify, locate, and operate all shut-off valves for equipment and all utility shut-offs for buildings. Maintain maintenance inventory and requisition parts and supplies as needed. Communicate each day’s activities and problems that occur to the other shifts using approved communication programs and standards. Display basic knowledge or ability to acquire knowledge in the following categories: air conditioning and refrigeration, electrical, mechanical, plumbing, pneumatic/electronic systems and controls, carpentry and finish skills, kitchen equipment, vehicles, energy conservation, and/or general building. Perform all surface preparation, painting, minor drywall and wood trim repair, light bulb and A/C filter replacement and the complete and thorough cleanup of the painting or repair area. Test, troubleshoot and perform basic repair on all types of equipment, plumbing (e.g., plunge toilets and unclog drains), electrical components including lamps, cosmetic items, extension cords, vacuum cleaners, internet devices, replace electrical switches and outlets, and other guestroom items. Program TV's and perform general housekeeping and engineering-related inventory duties. Use the Lockout/Tagout system before performing any maintenance work. Perform repairs on interior and exterior landscaping as well as external landscaping sprinklers. Display basic computer skills including inputting air handler schedules and making temperature changes.<br>Follow all company and safety and security policies and procedures; report any maintenance problems, safety hazards, accidents, or injuries; complete safety training and certifications; and properly store flammable materials. Ensure uniform and personal appearance are clean and professional, maintain confidentiality of proprietary information, and protect company assets. Welcome and acknowledge all guests according to company standards, anticipate and address guests’ service needs, assist individuals with disabilities, and thank guests with genuine appreciation. Adhere to quality expectations and standards. Develop and maintain positive working relationships with others, support team to reach common goals, and listen and respond appropriately to the concerns of other employees. Speak with others using clear and professional language. Move, lift, carry, push, pull, and place objects weighing less than or equal to 50 pounds without assistance and heavier lifting or movement tasks with assistance. Move up and down stairs, service ramps, and/or ladders. Reach overhead and below the knees, including bending, twisting, pulling, and stooping. Enter and locate work-related information using computers. Perform other reasonable job duties as requested.<br>PREFERRED QUALIFICATIONS&nbsp;<br>Education: High school diploma or G.E.D equivalent.<br>Related Work Experience: Some experience in general maintenance, exterior and interior surface preparation and painting.<br>Experience in hotel engineering or maintenance a plus.<br>Supervisory Experience: No supervisory experience.&nbsp;<br>REQUIRED QUALIFICATIONS<br>License or Certification: Driver’s License<br>At Marriott International, we are dedicated to being an equal opportunity employer, welcoming all and providing access to opportunity. We actively foster an environment where the unique backgrounds of our associates are valued and celebrated. Our greatest strength lies in the rich blend of culture, talent, and experiences of our associates. We are committed to non-discrimination on any protected basis, including disability, veteran status, or other basis protected by applicable law.<br>Where timeless classics are woven with modern details. Where business meets pleasure. Where even when travelers are global, they can experience the local. As a member of the team, you will become part of our united Four Points by Sheraton community where everyone is welcome, we support each other, and every hotel matters. We provide exactly what guests need in an uncomplicated way. If you are seeking opportunities to put guests at ease in a friendly, genuine and approachable environment, join our team. In joining Four Points, you join a portfolio of brands with Marriott International. Be where you can do your best work,​ begin&nbsp;your purpose,&nbsp;belong&nbsp;to an amazing global​&nbsp;team, and&nbsp;become&nbsp;the best version of you.</span> </div>

The Department of Biological Sciences in the School of Arts and Sciences at the Lebanese American University invites applications for three full-time, tenure-track faculty positions at the rank of assistant professor in the fields of immunology/biotechnology, computational biology, and ecology/environmental biology.</p> <p>We seek highly motivated and innovative scholars who will contribute to the department’s vibrant and interdisciplinary research and teaching community. Candidates in immunology/biotechnology should demonstrate expertise in experimental or applied areas relevant to human health and disease; those in computational biology should have a strong background in bioinformatics, systems biology, or data-driven approaches to molecular and cellular processes; and those in ecology/environmental biology should bring expertise in biodiversity, environmental systems, conservation, or ecological modeling.</p> <p>We particularly encourage applicants whose research complements the department’s strengths in genomics, systems biology, neuroscience, or cancer biology. Successful candidates will have opportunities to collaborate with experimental biologists and clinical researchers across the university, contributing to a growing interdisciplinary research environment.</p> <p>In addition to establishing an active and externally funded research program, successful candidates will play a key role in developing and teaching undergraduate and graduate courses within their areas of expertise, mentoring students, advising capstone projects and master’s theses, and engaging in service at the departmental and university levels.</p> <p>Beyond excellence in research and teaching, the appointed faculty members are expected to contribute to program development and assessment, academic advising, and institutional or community service initiatives. These positions offer a unique opportunity to join a dynamic, collaborative, and forward-looking department dedicated to advancing knowledge and fostering positive societal impact through education and research.</p> <h4>Responsibilities</h4> <li>Teach undergraduate and graduate courses in general biology and computational biology</li> <li>Advise and mentor undergraduate and graduate students</li> <li>Oversee senior year projects</li> <li>Engage in scholarly work and research</li> <li>Be actively involved in supporting and developing the program's main research tracks</li> <li>Engage in service to the department, the university, and the profession</li> <p>Additional duties may be set by the department in light of departmental needs and priorities.</p> <h4>Qualifications</h4> <h4>Minimum qualifications</h4> <li>A Ph.D. in immunology, ecology, biotechnology, computational biology, bioinformatics, systems biology, or a closely related field.</li> <li>At least two years of postdoctoral research experience.</li> <li>A strong record of research accomplishments, including publications in peer-reviewed, high-impact journals, and demonstrated potential for securing external research funding.</li> <p>For computational and quantitative fields:</p> <li>Expertise in one or more of the following areas is highly desirable — genomics and transcriptomics, systems biology, machine learning and AI applications in biology, network biology, or computational modeling and simulations.</li> <li>Proficiency in programming languages such as Python, R, or MATLAB, and experience analyzing large biological datasets.</li> <li>Demonstrated excellence or strong potential in teaching at the undergraduate and graduate levels, particularly in computational or quantitative biology.</li> <li>Commitment to mentoring students, fostering diversity, and contributing to an inclusive and collaborative academic environment.</li> <li>Interest in interdisciplinary collaboration with biologists, computer scientists, and clinicians within the university and with external partners globally.</li> <h4>The department</h4> <p>The Department of Biological Sciences is one of the eight departments of the School of Arts and Sciences. It offers a Bachelor of Science (B.S.) in Biology and a Master of Science (M.S.) in Biological Sciences with additional programs upcoming in the near future.</p> <h4>The university</h4> <p>The Lebanese American University is an equal opportunity employer operating in Lebanon under a charter from the Regents of the State University of New York.</p> <h4>Application requirements</h4> <p>Prospective candidates should apply electronically by sending a letter of interest including a statement of teaching and research interests, and an updated CV. The CV should include the names of three references. The university reserves the right to contact additional references with notice given to the candidates at an appropriate time in the process.</p> <p>Candidates must refer to position no. AS-28-02 in the subject line of the application.</p>

<h2 class="h5">Job description</h2> <div class="t-break" data-jb-field="description"> <span><br>POSITION SUMMARY<br>Respond and attend to guest repair requests. Communicate with guests/customers to resolve maintenance issues. Perform preventive maintenance on tools and kitchen and mechanical room equipment, including cleaning and lubrication. Visually inspect tools, equipment, or machines. Carry equipment (e.g., tools, radio). Identify, locate, and operate all shut-off valves for equipment and all utility shut-offs for buildings. Maintain maintenance inventory and requisition parts and supplies as needed. Communicate each day’s activities and problems that occur to the other shifts using approved communication programs and standards. Display basic knowledge or ability to acquire knowledge in the following categories: air conditioning and refrigeration, electrical, mechanical, plumbing, pneumatic/electronic systems and controls, carpentry and finish skills, kitchen equipment, vehicles, energy conservation, and/or general building. Perform all surface preparation, painting, minor drywall and wood trim repair, light bulb and A/C filter replacement and the complete and thorough cleanup of the painting or repair area. Test, troubleshoot and perform basic repair on all types of equipment, plumbing (e.g., plunge toilets and unclog drains), electrical components including lamps, cosmetic items, extension cords, vacuum cleaners, internet devices, replace electrical switches and outlets, and other guestroom items. Program TV's and perform general housekeeping and engineering-related inventory duties. Use the Lockout/Tagout system before performing any maintenance work. Perform repairs on interior and exterior landscaping as well as external landscaping sprinklers. Display basic computer skills including inputting air handler schedules and making temperature changes.<br>Follow all company and safety and security policies and procedures; report any maintenance problems, safety hazards, accidents, or injuries; complete safety training and certifications; and properly store flammable materials. Ensure uniform and personal appearance are clean and professional, maintain confidentiality of proprietary information, and protect company assets. Welcome and acknowledge all guests according to company standards, anticipate and address guests’ service needs, assist individuals with disabilities, and thank guests with genuine appreciation. Adhere to quality expectations and standards. Develop and maintain positive working relationships with others, support team to reach common goals, and listen and respond appropriately to the concerns of other employees. Speak with others using clear and professional language. Move, lift, carry, push, pull, and place objects weighing less than or equal to 50 pounds without assistance and heavier lifting or movement tasks with assistance. Move up and down stairs, service ramps, and/or ladders. Reach overhead and below the knees, including bending, twisting, pulling, and stooping. Enter and locate work-related information using computers. Perform other reasonable job duties as requested.<br>PREFERRED QUALIFICATIONS&nbsp;<br>Education: High school diploma or G.E.D equivalent.<br>Related Work Experience: Some experience in general maintenance, exterior and interior surface preparation and painting.<br>Experience in hotel engineering or maintenance a plus.<br>Supervisory Experience: No supervisory experience.&nbsp;<br>REQUIRED QUALIFICATIONS<br>License or Certification: Driver’s License<br>At Marriott International, we are dedicated to being an equal opportunity employer, welcoming all and providing access to opportunity. We actively foster an environment where the unique backgrounds of our associates are valued and celebrated. Our greatest strength lies in the rich blend of culture, talent, and experiences of our associates. We are committed to non-discrimination on any protected basis, including disability, veteran status, or other basis protected by applicable law.<br>Where timeless classics are woven with modern details. Where business meets pleasure. Where even when travelers are global, they can experience the local. As a member of the team, you will become part of our united Four Points by Sheraton community where everyone is welcome, we support each other, and every hotel matters. We provide exactly what guests need in an uncomplicated way. If you are seeking opportunities to put guests at ease in a friendly, genuine and approachable environment, join our team. In joining Four Points, you join a portfolio of brands with Marriott International. Be where you can do your best work,​ begin&nbsp;your purpose,&nbsp;belong&nbsp;to an amazing global​&nbsp;team, and&nbsp;become&nbsp;the best version of you.</span> </div>

<h2 class="h5">Job description</h2> <div class="t-break" data-jb-field="description"> Result of Service<br>The Junior Data Engineer is expected to fulfill the following deliverables: • Completed project plan at project inception. • Technical documentation and user manuals for assigned tasks, including dataflow and entity relationship diagrams. • Progress reports with time sheets reflecting task fulfillment and project progress. • Final source code, design assets, documentation and all related components to pipelines and applications are being developed. • Other related deliverables as needed, following UN ICT or ESCWA’s strategy.<br> Work Location<br>UN-House ESCWA<br> Expected duration<br>2 months<br> Duties and Responsibilities<br>Background: This position is located in the Decision-Support and Data Science Division. The Decision-Support and Data Science Division is part of ESCWA’s broader modernization and innovation efforts, providing advanced analytics and decision-support services within ESCWA, other UN entities, and Member States. Aligned with the UN 2.0 agenda and grounded in strategic foresight, DSDSD leverages data-driven insights, emerging technologies, and scenario-based planning to anticipate trends and proactively inform policymaking and operations. Its core functions include data integration and management; data quality assurance; advanced analytics and modeling; machine learning and artificial intelligence solutions; real-time dashboards and performance reporting; and data visualization and business intelligence and the design and development of specialized digital decision-support tools. Through these capabilities, DSDSD empowers evidence-based decision-making, fosters organizational efficiency, and catalyzes strategic innovation across the region, supporting sustainable development outcomes regionally and globally. In this context, the Data Engineer will be responsible for developing, enhancing, and maintaining data engineering solutions, automated data collection processes, and data pipelines supporting ESCWA’s data platforms and digital initiatives, in accordance with established UN standards and best practices for software development, data management, IT technologies, programming languages, and tools. The contractor will also prepare, maintain, and update relevant project-based technical documentation, user documentation, and functional specifications to support the effective implementation, operation, and sustainability of the developed solutions. Duties and responsibilities: The contractor will perform the following tasks: • Design, develop, and maintain ETL/ELT pipelines for automated data collection, transformation, and integration. • Develop and maintain web scraping and data extraction solutions to collect structured and unstructured data from national, regional, and international sources. • Automate data ingestion from multiple sources, including websites, APIs, databases, files, and other external data services. • Implement data validation, cleansing, quality checks, and monitoring mechanisms to ensure the accuracy, completeness, and reliability of collected data. • Develop resilient scraping processes capable of handling changes in source websites, data structures, pagination, and other extraction challenges. • Provide ongoing support and maintenance for deployed data pipelines and web scrapers, including troubleshooting, version control, monitoring, data recovery, and deployment management.<br> Qualifications/special skills<br>A Bachelor's degree in Information systems, Information Technology, Computer Science, Statistics or related area is required. All candidates must submit a copy of the required educational degree. Incomplete applications will not be reviewed. A minimum of 1 year of professional hands-on experience with Python. Demonstrated experience in designing, developing, and maintaining web scraping and automated web data extraction solutions, including extracting, parsing, and processing data from diverse structured and unstructured websites and web-based sources, is required. Understanding of data validation, transformation, quality assurance, monitoring, and troubleshooting of automated data pipelines is required. Knowledge in database design, and development using MS SQL Relational Database is required.<br> Languages<br>English and French are the working languages of the United Nations Secretariat; and Arabic is a working language of ESCWA. For this position, fluency in English is required and knowledge of Arabic is desirable. Note: “Fluency” equals a rating of ‘fluent’ in all four areas (speak, read, write, and understand) and “Knowledge of” equals a rating of ‘confident’ in two of the four areas.<br> Additional Information<br>Not available.<br> No Fee<br>THE UNITED NATIONS DOES NOT CHARGE A FEE AT ANY STAGE OF THE RECRUITMENT PROCESS (APPLICATION, INTERVIEW MEETING, PROCESSING, OR TRAINING). THE UNITED NATIONS DOES NOT CONCERN ITSELF WITH INFORMATION ON APPLICANTS’ BANK ACCOUNTS.<br><br><br> </div>

<h2 class="h5">Job description</h2> <div class="t-break" data-jb-field="description"> <span><br>POSITION SUMMARY<br>Respond and attend to guest repair requests. Communicate with guests/customers to resolve maintenance issues. Perform preventive maintenance on tools and kitchen and mechanical room equipment, including cleaning and lubrication. Visually inspect tools, equipment, or machines. Carry equipment (e.g., tools, radio). Identify, locate, and operate all shut-off valves for equipment and all utility shut-offs for buildings. Maintain maintenance inventory and requisition parts and supplies as needed. Communicate each day’s activities and problems that occur to the other shifts using approved communication programs and standards. Display basic knowledge or ability to acquire knowledge in the following categories: air conditioning and refrigeration, electrical, mechanical, plumbing, pneumatic/electronic systems and controls, carpentry and finish skills, kitchen equipment, vehicles, energy conservation, and/or general building. Perform all surface preparation, painting, minor drywall and wood trim repair, light bulb and A/C filter replacement and the complete and thorough cleanup of the painting or repair area. Test, troubleshoot and perform basic repair on all types of equipment, plumbing (e.g., plunge toilets and unclog drains), electrical components including lamps, cosmetic items, extension cords, vacuum cleaners, internet devices, replace electrical switches and outlets, and other guestroom items. Program TV's and perform general housekeeping and engineering-related inventory duties. Use the Lockout/Tagout system before performing any maintenance work. Perform repairs on interior and exterior landscaping as well as external landscaping sprinklers. Display basic computer skills including inputting air handler schedules and making temperature changes.<br>Follow all company and safety and security policies and procedures; report any maintenance problems, safety hazards, accidents, or injuries; complete safety training and certifications; and properly store flammable materials. Ensure uniform and personal appearance are clean and professional, maintain confidentiality of proprietary information, and protect company assets. Welcome and acknowledge all guests according to company standards, anticipate and address guests’ service needs, assist individuals with disabilities, and thank guests with genuine appreciation. Adhere to quality expectations and standards. Develop and maintain positive working relationships with others, support team to reach common goals, and listen and respond appropriately to the concerns of other employees. Speak with others using clear and professional language. Move, lift, carry, push, pull, and place objects weighing less than or equal to 50 pounds without assistance and heavier lifting or movement tasks with assistance. Move up and down stairs, service ramps, and/or ladders. Reach overhead and below the knees, including bending, twisting, pulling, and stooping. Enter and locate work-related information using computers. Perform other reasonable job duties as requested.<br>PREFERRED QUALIFICATIONS&nbsp;<br>Education: High school diploma or G.E.D equivalent.<br>Related Work Experience: Some experience in general maintenance, exterior and interior surface preparation and painting.<br>Experience in hotel engineering or maintenance a plus.<br>Supervisory Experience: No supervisory experience.&nbsp;<br>At Marriott International, we are dedicated to being an equal opportunity employer, welcoming all and providing access to opportunity. We actively foster an environment where the unique backgrounds of our associates are valued and celebrated. Our greatest strength lies in the rich blend of culture, talent, and experiences of our associates. We are committed to non-discrimination on any protected basis, including disability, veteran status, or other basis protected by applicable law.<br>Where timeless classics are woven with modern details. Where business meets pleasure. Where even when travelers are global, they can experience the local. As a member of the team, you will become part of our united Four Points by Sheraton community where everyone is welcome, we support each other, and every hotel matters. We provide exactly what guests need in an uncomplicated way. If you are seeking opportunities to put guests at ease in a friendly, genuine and approachable environment, join our team. In joining Four Points, you join a portfolio of brands with Marriott International. Be where you can do your best work,​ begin&nbsp;your purpose,&nbsp;belong&nbsp;to an amazing global​&nbsp;team, and&nbsp;become&nbsp;the best version of you.</span> </div>

EXUS is an enterprise software company, founded in 1989 with the vision to simplify risk management software. EXUS launched its Financial Suite (EFS) in 2003 with the aim to support financial entities worldwide to improve their results. Today, our EXUS Financial Suite (EFS) is trusted by risk professionals in more than 52 countries worldwide (MENA, EU, SEA). Two of our clients in SEA are major banks in the Philippines. We introduce simplicity and intelligence in their business processes through technology, improving their collections performance.</p> <p>Our people constitute the source of inspiration that drives us forward and helps us fulfill our purpose of being role models for a better world.</p> <p>This is your chance to be part of a highly motivated, diverse, and multidisciplinary team that embraces breakthrough thinking and technology to create software that serves people. We offer a creative, fun, and above all, inspiring working environment that fosters team spirit and promotes the greater good. We are positive and eager to learn and explore. We are committed to our vision.</p> <h4>Our shared values</h4> <ul> <li>We are transparent and direct</li> <li>We are positive and fun, never cynical or sarcastic</li> <li>We are eager to learn and explore</li> <li>We put the greater good first</li> <li>We are frugal, and we do not waste resources</li> <li>We are fanatically disciplined, and we deliver on our promises</li> <li>We are EXUS! Are you?</li> </ul> <h4>Role overview</h4> <p>We are looking for a Customer Success Manager to own post go-live success and the long-term health of an assigned portfolio of customers using EXUS debt collections and recovery platforms. You will turn product usage and customer outcomes into practical success plans, help customers realize value, and make emerging risks visible early.</p> <p>You will work closely with Delivery, Support, Product, Engineering, and the Business Analysts departments. The Customer Success Manager owns commercial proposals, negotiations, and renewals; this role provides customer insight, health evidence, and expansion opportunities to support those decisions.</p> <h4>Responsibilities</h4> <ul> <li>Lead the transition from the project team after go-live.</li> <li>Drive platform adoption and customer value.</li> <li>Monitor customer health and flag retention risks early.</li> <li>Lead quarterly business reviews on outcomes and priorities.</li> <li>Coordinate customer communication and follow-up on critical issues with Support.</li> <li>Identify customer advocates and refer expansion opportunities to the Customer Success Manager.</li> <li>Represent the voice of the customer internally and follow up on agreed actions.</li> </ul> <h4>Requirements</h4> <ul> <li>Bachelor’s degree in Business Administration, Sales, IT, or a related field.</li> <li>At least 3 years of relevant experience in Enterprise SaaS Customer Success, Program Management, or Sales, with banking experience required. Experience within the fintech sector would be considered a strong plus.</li> <li>Experience managing ongoing customer relationships, including post-deployment engagement, adoption, business reviews, and customer needs.</li> <li>Demonstrated experience working with multiple business and technical stakeholders throughout complex enterprise deployments lasting six months or more, including transition and handover to ongoing operations.</li> <li>Ability to interpret usage data, dashboards, and customer outcome metrics, identify limitations in the available data, and translate findings into specific actions related to adoption, customer outcomes, or risk mitigation.</li> <li>Proven ability to collaborate with Delivery, Support, and Product teams to establish ownership, track actions to completion, and maintain constructive customer relationships.</li> <li>Working proficiency with CRM or Customer Success platforms, BI dashboards, and project management or support portals.</li> <li>Strong written and spoken English, with the confidence to communicate effectively with senior customer stakeholders, facilitate business reviews, and coordinate complex or sensitive escalations.</li> <li>Willingness to travel for key go-lives, customer meetings, and business reviews, approximately 30% annually, as required.</li> </ul> <h4>Preferred requirements</h4> <ul> <li>Domain knowledge: Experience in collections, lending, banking operations, or financial software.</li> <li>Process improvement: Lean or Six Sigma training/certification, or demonstrated experience facilitating measurable process improvement initiatives or workshops.</li> <li>Technology exposure: Experience working with AI- or machine learning-enabled financial software.</li> <li>Additional languages: Proficiency in Thai, Spanish, or French, in addition to English.</li> </ul> <h4>Benefits</h4> <ul> <li>Fully remote work setup</li> <li>Competitive salary</li> <li>Inclusive work environment and well-being program</li> <li>A clear induction program and a mentoring buddy to help you</li> <li>Private health insurance allowance</li> <li>Unlimited time off</li> </ul> <p>At EXUS, we help our people to achieve excellent results by creating a work environment that encourages individual and team success.</p>

<p>Result of Service The objective of the Consultant is to design, develop, and deploy production-grade agentic AI systems and LLM-powered solutions in support of the Arab Development Portal and the broader DSDSD innovation mandate. The consultant will remain at the forefront of the rapidly evolving AI landscape, translating the latest research advances in large language models, multi-agent frameworks, and AI-assisted workflows into tangible organizational capabilities. Work Location Remote Expected duration 6 months Duties and Responsibilities Background: This position is located in the Decision-Support and Data Science Division (DSDSD). The Division is part of ESCWA's broader modernization and innovation efforts, providing advanced analytics and decision-support services within ESCWA, other UN entities, and Member States. Aligned with the UN 2.0 agenda and grounded in strategic foresight, DSDSD leverages data-driven insights, emerging technologies, and scenario-based planning to anticipate trends and proactively inform policymaking and operations. Its core functions span data integration, data quality assurance, advanced analytics and modeling, machine learning and AI solutions, real-time dashboards, performance reporting, and the design of specialized digital decision-support tools. Through these capabilities, DSDSD empowers evidence-based decision-making, fosters organizational efficiency, and catalyzes strategic innovation across the region. Duties and responsibilities: The Consultant will be responsible for the following tasks: 1. Agentic AI System Design and Development Architect and implement multi-agent systems using frameworks such as LangGraph, AutoGen, CrewAI, or equivalent, capable of orchestrating complex reasoning, retrieval, and action pipelines. Design and deploy Retrieval-Augmented Generation (RAG) systems with advanced retrieval strategies (hybrid search, re-ranking, contextual compression) for knowledge-intensive tasks. Implement tool-use, MCPs, and function-calling patterns enabling agents to interact with external APIs, databases, and computational tools. Develop agent evaluation frameworks, including automated benchmarking, failure analysis, and iterative improvement loops. Basic understanding of Agent Based Modeling (ABM) development and frameworks 2. LLM Integration and Optimization Integrate and benchmark state-of-the-art LLMs (proprietary and open source) across use cases including information extraction, summarization, classification, and question answering on Arabic and multilingual content. Apply prompt engineering, structured output generation, and chain-of-thought techniques to maximize model reliability and task performance. Explore and implement fine-tuning strategies (LoRA, QLoRA, full fine-tuning) where domain adaptation is required. Monitor and optimize inference costs, latency, and throughput for production deployments. 3. AI Infrastructure and API Development Design and implement RESTful and streaming APIs to expose AI capabilities to internal systems and the ADP platform. Containerize AI services using Docker and manage deployments in line with organizational infrastructure standards. Maintain documentation, versioning, and model cards for all deployed AI systems. 4. Research, Innovation, and Collaboration Continuously monitor and evaluate emerging AI research, frameworks, and tooling to identify adoption opportunities aligned with DSDSD's mission. Collaborate with data engineers, ML engineers, and domain experts to integrate AI capabilities into end-to-end data products. Prepare technical reports, demonstrations, and presentations to communicate AI system design and findings to both technical and non-technical stakeholders. Languages English and French are the working languages of the United Nations Secretariat; and Arabic is a working language of ESCWA. For this position, fluency in English is required. Note: Fluency equals a rating of fluent in all four areas (speak, read, write, and understand) and Knowledge of equals a rating of confident in two of the four areas.</p><p><strong>Desired Candidate Profile</strong></p><p>A bachelor's degree in computer science, artificial intelligence, data science or a related area is required. A master's degree in a related field is desirable. All candidates must submit a copy of the required educational degree. Incomplete applications will not be reviewed. A minimum of 5 years of professional experience in AI/ML engineering or software engineering with a demonstrated AI focus is required. Hands-on experience designing and deploying agentic systems using multi-agent frameworks (LangGraph, AutoGen, CrewAI, or equivalent) is required. Proficiency in Python and experience with LLM APIs (OpenAI, Anthropic, Mistral, or open-source alternatives via Ollama or HuggingFace) is required. Demonstrated knowledge of the current LLM and AI landscape, including frontier model capabilities, benchmarks, and limitations, is required. Experience with RAG architectures, vector databases (FAISS, Weaviate, Qdrant, or equivalent), and semantic search is desirable. Familiarity with model fine-tuning, RLHF, and evaluation methodologies is desirable. Knowledge of Arabic NLP and multilingual model handling is desirable.</p>

<h2 class="h5">Job description</h2> <div class="t-break" data-jb-field="description"> <span><br>POSITION SUMMARY<br>Patrol all areas of the property; assist guests with room access. Monitor Closed Circuit Televisions, perimeter alarm system, duress alarms, and fire life safety system. Lock property entrances when required. Conduct daily physical hazard inspections. Respond to accidents, contact EMS or administer first aid/CPR as required. Assist guests/employees during emergency situations. Notify appropriate individuals in the event of accidents, attacks, or other incidents. Defuse guest/employee disturbances. Call for outside assistance if necessary. Complete incident reports to document all Security/Loss Prevention related incidents. Handle all interruptions and complaints. Resolve safety hazard situations. Escort any unwelcome persons from the property without interrupting the orderly flow of property operation. Report to scenes of vehicle accidents/thefts. Call for assistance using proper code responses. Complete a Loss Prevention shift summary/daily activity report. Maintain confidentiality of all Security/Loss Prevention and property reports/documents; release information only to authorized individuals. Conduct investigations and gather evidence. Conduct interviews with relevant parties.<br>Follow all company policies and procedures; report accidents, injuries, and unsafe work conditions to manager; complete safety training and certifications; ensure uniform and personal appearance are clean and professional; maintain confidentiality of proprietary information; protect company assets. Welcome and acknowledge all guests according to company standards; anticipate and address guests’ service needs; assist individuals with disabilities; thank guests with genuine appreciation. Speak with others using clear and professional language; prepare and review written documents accurately and completely. Develop and maintain positive working relationships with others; support team to reach common goals. Comply with quality assurance expectations and standards. Stand, sit, or walk for an extended period of time. In addition, some states may have additional licensing/registration requirements to be considered for this position. Read and visually verify information in a variety of formats (e.g., small print). Visually inspect tools, equipment, or machines (e.g., to identify defects). Enter and locate work-related information using computers and/or point of sale systems. Move at a speed required to respond to work situations (e.g., run, walk, jog). Stand, sit, or walk for an extended period of time or for an entire work shift. Move, lift, carry, push, pull, and place objects weighing less than or equal to 50 pounds without assistance and objects weighing in excess of 75 pounds with assistance. Grasp, turn, and manipulate objects of varying size and weight, requiring fine motor skills and hand-eye coordination. Move through narrow, confined, or elevated spaces. Move over sloping, uneven, or slippery surfaces as well as up and down stairs and/or service ramps. Reach overhead and below the knees, including bending, twisting, pulling, and stooping. Perform other reasonable job duties as requested by Supervisors.<br>PREFERRED QUALIFICATIONS<br>Education: High school diploma or G.E.D. equivalent.<br>Related Work Experience: No related work experience.<br>Supervisory Experience: No supervisory experience.<br>License or Certification: None<br>At Marriott International, we are dedicated to being an equal opportunity employer, welcoming all and providing access to opportunity. We actively foster an environment where the unique backgrounds of our associates are valued and celebrated. Our greatest strength lies in the rich blend of culture, talent, and experiences of our associates. We are committed to non-discrimination on any protected basis, including disability, veteran status, or other basis protected by applicable law.<br>Where timeless classics are woven with modern details. Where business meets pleasure. Where even when travelers are global, they can experience the local. As a member of the team, you will become part of our united Four Points by Sheraton community where everyone is welcome, we support each other, and every hotel matters. We provide exactly what guests need in an uncomplicated way. If you are seeking opportunities to put guests at ease in a friendly, genuine and approachable environment, join our team. In joining Four Points, you join a portfolio of brands with Marriott International. Be where you can do your best work,​ begin&nbsp;your purpose,&nbsp;belong&nbsp;to an amazing global​&nbsp;team, and&nbsp;become&nbsp;the best version of you.</span> </div>

<h2 class="h5">Job description</h2> <div class="t-break" data-jb-field="description"> Result of Service<br>The objective of the Consultant is to design, develop, and deploy production-grade agentic AI systems and LLM-powered solutions in support of the Arab Development Portal and the broader DSDSD innovation mandate. The consultant will remain at the forefront of the rapidly evolving AI landscape, translating the latest research advances in large language models, multi-agent frameworks, and AI-assisted workflows into tangible organizational capabilities.<br> Work Location<br>Remote<br> Expected duration<br>6 months<br> Duties and Responsibilities<br>Background: This position is located in the Decision-Support and Data Science Division (DSDSD). The Division is part of ESCWA's broader modernization and innovation efforts, providing advanced analytics and decision-support services within ESCWA, other UN entities, and Member States. Aligned with the UN 2.0 agenda and grounded in strategic foresight, DSDSD leverages data-driven insights, emerging technologies, and scenario-based planning to anticipate trends and proactively inform policymaking and operations. Its core functions span data integration, data quality assurance, advanced analytics and modeling, machine learning and AI solutions, real-time dashboards, performance reporting, and the design of specialized digital decision-support tools. Through these capabilities, DSDSD empowers evidence-based decision-making, fosters organizational efficiency, and catalyzes strategic innovation across the region. Duties and responsibilities: The Consultant will be responsible for the following tasks: 1. Agentic AI System Design and Development • Architect and implement multi-agent systems using frameworks such as LangGraph, AutoGen, CrewAI, or equivalent, capable of orchestrating complex reasoning, retrieval, and action pipelines. • Design and deploy Retrieval-Augmented Generation (RAG) systems with advanced retrieval strategies (hybrid search, re-ranking, contextual compression) for knowledge-intensive tasks. • Implement tool-use, MCPs, and function-calling patterns enabling agents to interact with external APIs, databases, and computational tools. • Develop agent evaluation frameworks, including automated benchmarking, failure analysis, and iterative improvement loops. • Basic understanding of Agent Based Modeling (ABM) development and frameworks 2. LLM Integration and Optimization • Integrate and benchmark state-of-the-art LLMs (proprietary and open source) across use cases including information extraction, summarization, classification, and question answering on Arabic and multilingual content. • Apply prompt engineering, structured output generation, and chain-of-thought techniques to maximize model reliability and task performance. • Explore and implement fine-tuning strategies (LoRA, QLoRA, full fine-tuning) where domain adaptation is required. • Monitor and optimize inference costs, latency, and throughput for production deployments. 3. AI Infrastructure and API Development • Design and implement RESTful and streaming APIs to expose AI capabilities to internal systems and the ADP platform. • Containerize AI services using Docker and manage deployments in line with organizational infrastructure standards. • Maintain documentation, versioning, and model cards for all deployed AI systems. 4. Research, Innovation, and Collaboration • Continuously monitor and evaluate emerging AI research, frameworks, and tooling to identify adoption opportunities aligned with DSDSD's mission. • Collaborate with data engineers, ML engineers, and domain experts to integrate AI capabilities into end-to-end data products. • Prepare technical reports, demonstrations, and presentations to communicate AI system design and findings to both technical and non-technical stakeholders.<br> Qualifications/special skills<br>A bachelor's degree in computer science, artificial intelligence, data science or a related area is required. A master's degree in a related field is desirable. All candidates must submit a copy of the required educational degree. Incomplete applications will not be reviewed. A minimum of 5 years of professional experience in AI/ML engineering or software engineering with a demonstrated AI focus is required. Hands-on experience designing and deploying agentic systems using multi-agent frameworks (LangGraph, AutoGen, CrewAI, or equivalent) is required. Proficiency in Python and experience with LLM APIs (OpenAI, Anthropic, Mistral, or open-source alternatives via Ollama or HuggingFace) is required. Demonstrated knowledge of the current LLM and AI landscape, including frontier model capabilities, benchmarks, and limitations, is required. Experience with RAG architectures, vector databases (FAISS, Weaviate, Qdrant, or equivalent), and semantic search is desirable. Familiarity with model fine-tuning, RLHF, and evaluation methodologies is desirable. Knowledge of Arabic NLP and multilingual model handling is desirable.<br> Languages<br>English and French are the working languages of the United Nations Secretariat; and Arabic is a working language of ESCWA. For this position, fluency in English is required. Note: “Fluency” equals a rating of ‘fluent’ in all four areas (speak, read, write, and understand) and “Knowledge of” equals a rating of ‘confident’ in two of the four areas.<br> Additional Information<br>Not available.<br> No Fee<br>THE UNITED NATIONS DOES NOT CHARGE A FEE AT ANY STAGE OF THE RECRUITMENT PROCESS (APPLICATION, INTERVIEW MEETING, PROCESSING, OR TRAINING). THE UNITED NATIONS DOES NOT CONCERN ITSELF WITH INFORMATION ON APPLICANTS’ BANK ACCOUNTS.<br><br><br> </div>

<p><b>Description</b></p><p>Aspire Software is looking for a DevOps Engineer to join our team in Lebanon.</p><p><br></p><p>Here is a little window into our company: Aspire Software operates and manages wholly owned software companies, providing mission-critical solutions across multiple verticals. By implementing industry best practices, Aspire delivers a time sensitive integration process, and the operation of a decentralized model has allowed it to become a hub for creating rapid growth by reinvesting in its portfolio.</p><p><br></p><p><b>About the Role</b></p><p><br></p><p>The DevOps Engineer – Azure owns the infrastructure-as-code and CI/CD foundation for our SaaS platform. This is a hands on role focused on defining, deploying, and evolving our Azure environment through code and GitHub Actions, across multi-region production in Canada and the United States as well as our development, QA, and staging environments.</p><p><br></p><p>You will work closely with Developers, QA, and Product to make infrastructure changes safe, repeatable, and fast. You will own the Infrastructure-as-Code codebase and deployment workflows, keep environments consistent, and handle occasional database tasks as they come up. Priority will be given to AI-enabled DevOps engineers who leverage agentic workflows in their day-to-day work.</p><p><br></p><p>What “good” looks like in this role: infrastructure changes go through pull requests, plan / whatif reviews, and GitHub Actions, not the portal; environments are reproducible and consistent across regions; deployments are repeatable, observable, and easy to roll back; configuration drift is caught and corrected before it causes an incident.</p><p><br></p><p>Infrastructure You Will Manage</p><p><br></p><p>This role is responsible for the Azure infrastructure that runs the Bids &amp; Tenders platform, including:</p><p><br></p><p>Application Hosting &amp; Compute</p><p><br></p><p>Azure App Service (web apps, App Service plans, and WebJobs) hosting the buyer, supplier, and partner-facing tiers.</p><p>Azure Functions and Logic Apps for event-driven, scheduled, and integration workloads.</p><p>Azure Kubernetes Service (AKS) clusters, with images built and stored in Azure Container Registry.</p><p>Azure Virtual Machines for supporting services such as Elasticsearch, email relay, and network security appliances.</p><p>Edge, Networking &amp; Security</p><p><br></p><p>Azure Front Door with Web Application Firewall (WAF) policies, and public DNS zones for the domains.</p><p>Virtual Networks, Network Security Groups, Private Endpoints, Private DNS zones, DNS Private Resolver, load balancers, NAT Gateway, and Azure Bastion.</p><p>Azure Key Vault (secrets and TLS certificates) and user-assigned managed identities.</p><p>Data, Caching &amp; Messaging</p><p><br></p><p>Azure SQL (including disaster-recovery replicas in paired regions) and Azure Database for PostgreSQL Flexible Server.</p><p>Azure Cache for Redis / Redis Enterprise and Azure Storage accounts.</p><p>Azure Service Bus, Event Grid, and Azure API Management.</p><p>Operations &amp; Observability</p><p><br></p><p>Azure Monitor and Azure Managed Grafana, Azure Automation, and Recovery Services vaults.</p><p>GitHub-hosted runners connected to Azure private networking for CI/CD.</p><p>Key Accountabilities &amp; Responsibilities</p><p><br></p><p>Infrastructure-as-Code (Azure)</p><p><br></p><p>Own the Infrastructure-as-Code codebase for the Azure environment; manual portal changes should be rare and quickly codified.</p><p>Bring existing manually created resources under code management, and detect and resolve configuration drift.</p><p>Build reusable modules and enforce consistent standards for naming, tagging, and resource group structure across regions and environments.</p><p>Apply secure defaults and policy-as-code (Azure Policy, RBAC) so new infrastructure is compliant from the start.</p><p>GitHub Actions &amp; CI/CD</p><p><strong>Desired Candidate Profile</strong></p><p>Bachelor s degree or diploma in Computer Science, Software Engineering, Information Technology, or a related field. Equivalent combination of education and relevant experience will be considered. 3+ years in a DevOps, platform, or cloud infrastructure role, with a primary focus on Microsoft Azure. Strong hands-on Infrastructure-as-Code experience in production Azure environments including reusable modules, deployment / state management, and drift remediation. Hands-on experience building and maintaining GitHub Actions workflows, including reusable workflows, environments and approvals, and OIDC authentication to Azure. Production experience with Azure App Service, Azure Functions, and AKS. Solid understanding of Azure networking and security fundamentals. Scripting proficiency in PowerShell and Bash, along with Azure CLI. Demonstrated use of AI-assisted tooling or agentic workflows in day-to-day engineering work. Azure &amp; Platform Experience with Virtual Networks, Network Security Groups, Private Endpoints, Private DNS, Microsoft Entra ID, RBAC, managed identities, and Key Vault. Experience with Azure Front Door, WAF, DNS management, and TLS certificate lifecycle. Experience with containers and Kubernetes: Docker, Helm, Azure Container Registry, and AKS upgrades. Familiarity with Azure Service Bus, Event Grid, Logic Apps, and API Management. Observability experience with Azure Monitor, Log Analytics (KQL), and Grafana. Working knowledge of Azure SQL and PostgreSQL (backups, geo-replication, basic performance tuning) sufficient for occasional database tasks as well as experience with Elastic Search.</p>

<p>Result of Service The objective of the Individual Contractor (IC) is to design, develop, and deploy production-grade agentic AI systems and LLM-powered solutions in support of the Arab Development Portal and the broader DSDSD innovation mandate. The IC will remain at the forefront of the rapidly evolving AI landscape, translating the latest research advances in large language models, multi-agent frameworks, and AI-assisted workflows into tangible organizational capabilities. Work Location UN-House ESCWA Expected duration 3 months Duties and Responsibilities Background: This position is located in the Decision-Support and Data Science Division (DSDSD). The Division is part of ESCWA's broader modernization and innovation efforts, providing advanced analytics and decision-support services within ESCWA, other UN entities, and Member States. Aligned with the UN 2.0 agenda and grounded in strategic foresight, DSDSD leverages data-driven insights, emerging technologies, and scenario-based planning to anticipate trends and proactively inform policymaking and operations. Its core functions span data integration, data quality assurance, advanced analytics and modeling, machine learning and AI solutions, real-time dashboards, performance reporting, and the design of specialized digital decision-support tools. Through these capabilities, DSDSD empowers evidence-based decision-making, fosters organizational efficiency, and catalyzes strategic innovation across the region. Duties and responsibilities: The Individual Contractor will be responsible for the following tasks: 1. Agentic AI System Design and Development Architect and implement multi-agent systems using frameworks such as LangGraph, AutoGen, CrewAI, or equivalent, capable of orchestrating complex reasoning, retrieval, and action pipelines. Design and deploy Retrieval-Augmented Generation (RAG) systems with advanced retrieval strategies (hybrid search, re-ranking, contextual compression) for knowledge-intensive tasks. Implement tool-use, MCPs, and function-calling patterns enabling agents to interact with external APIs, databases, and computational tools. Develop agent evaluation frameworks, including automated benchmarking, failure analysis, and iterative improvement loops. Basic understanding of Agent Based Modeling (ABM) development and frameworks 2. LLM Integration and Optimization Integrate and benchmark state-of-the-art LLMs (proprietary and open source) across use cases including information extraction, summarization, classification, and question answering on Arabic and multilingual content. Apply prompt engineering, structured output generation, and chain-of-thought techniques to maximize model reliability and task performance. Explore and implement fine-tuning strategies (LoRA, QLoRA, full fine-tuning) where domain adaptation is required. Monitor and optimize inference costs, latency, and throughput for production deployments. 3. AI Infrastructure and API Development Design and implement RESTful and streaming APIs to expose AI capabilities to internal systems and the ADP platform. Containerize AI services using Docker and manage deployments in line with organizational infrastructure standards. Maintain documentation, versioning, and model cards for all deployed AI systems. 4. Research, Innovation, and Collaboration Continuously monitor and evaluate emerging AI research, frameworks, and tooling to identify adoption opportunities aligned with DSDSD's mission. Collaborate with data engineers, ML engineers, and domain experts to integrate AI capabilities into end-to-end data products. Prepare technical reports, demonstrations, and presentations to communicate AI system design and findings to both technical and non-technical stakeholders. Languages English and French are the working languages of the United Nations Secretariat; and Arabic is a working language of ESCWA. For this position, fluency in English is required. Note: Fluency equals a rating of fluent in all four areas (speak, read, write, and understand) and Knowledge of equals a rating of confident in two of the four areas. Additional Information Recruitment for this position is on a local basis. The incumbent is required to have the legal right to live and work in the specified working location. No Fee THE UNITED NATIONS DOES NOT CHARGE A FEE AT ANY STAGE OF THE RECRUITMENT PROCESS (APPLICATION, INTERVIEW MEETING, PROCESSING, OR TRAINING). THE UNITED NATIONS DOES NOT CONCERN ITSELF WITH INFORMATION ON APPLICANTS BANK ACCOUNTS.</p><p><strong>Desired Candidate Profile</strong></p><p>A bachelor's degree in computer science, artificial intelligence, data science or a related area is required. A master's degree in a related field is desirable. All candidates must submit a copy of the required educational degree. Incomplete applications will not be reviewed. A minimum of 5 years of professional experience in AI/ML engineering or software engineering with a demonstrated AI focus is required. Hands-on experience designing and deploying agentic systems using multi-agent frameworks (LangGraph, AutoGen, CrewAI, or equivalent) is required. Proficiency in Python and experience with LLM APIs (OpenAI, Anthropic, Mistral, or open-source alternatives via Ollama or HuggingFace) is required. Demonstrated knowledge of the current LLM and AI landscape, including frontier model capabilities, benchmarks, and limitations, is required. Experience with RAG architectures, vector databases (FAISS, Weaviate, Qdrant, or equivalent), and semantic search is desirable. Familiarity with model fine-tuning, RLHF, and evaluation methodologies is desirable. Knowledge of Arabic NLP and multilingual model handling is desirable.</p>

<h2 class="h5">Job description</h2> <div class="t-break" data-jb-field="description"> <p>With 75 years of experience, our focus is on helping the most vulnerable children overcome poverty and experience fullness of life. We help children of all backgrounds, even in the most dangerous places, inspired by our Christian faith.<br>Come join our 31,000+ staff working in nearly 100 countries and share the joy of transforming vulnerable children’s life stories!</p><br><p><u>Employee Contract Type:</u></p><br>Local - Fixed Term Employee (Fixed Term)<p><u>Job Description:</u></p><br><p>To serve as a catalyst, partnership broker, and builder of the capacity of local partners, facilitating the community-led initiatives to improve and sustain the well-being of children and their families.</p><br><p>To implement directly or with partner’s the program activities and sponsorship requirements. To facilitate the participation and engagement of Registered Children’s(RC) in programs. &nbsp;To coordinate sponsorship processes to fulfill sponsorship outcomes and outputs.&nbsp;&nbsp; Facilitate strong community and partner engagement and ownership of child sponsorship; develop sponsorship activities that promote children’s participation and well being in a fun and meaningful way.&nbsp;&nbsp; Foster meaningful relationship and communication between children and sponsors; and manage potential problems that might arise with sponsorship practices. To contribute to the well being of children in target communities through tracking the progress in lives of registered children via regular monitoring, to ensure their presence and active participation in the ADP activities.</p><br><br><p><b>Sponsorship:</b></p><br><ul><li>Ensure community understanding of sponsorship and respond to questions and concerns promptly and sensitively.</li><li>Coordinate with Sponsorship Operator (SPO) in order to meet sponsorship process through programming.</li><li>Ensure partners, including their volunteers and children, are involved in managing the ongoing registration of children.</li><li>Build the capacity of&nbsp; Volunteers / casual workers as needed.</li><li>Conduct community sensitization to ensure that parents understand sponsorship before each child is registered through appropriate activities.</li><li>Plan and implement as per sponsorship guidelines activities that promote children’s participation using child-friendly methods and tools.</li><li>Work closely with the sponsorship officer to apply Child Monitoring Standards and processes in program activities in ways that promote their outcomes.</li><li>Coordinate the development and implementation of a plan for building understanding on sponsorship in communities during each step of the programme process in close cooperation with the sponsorship officer and Coordinator.</li><li>Equip partners, volunteers and community groups to monitor children through visits and project activities.</li><li>Register children as per the budgeted plan while ensuring the consent of the parents that have correct sponsorship key messages</li><li>Prepare and gather sponsorship 2.0 requirement such as child video greetings, community photos albums and Child history</li><li>Follow up on children with child wellbeing case management issues.</li><li>Ensure the presence and participation of children in all sector activities.</li><li>Conduct regular visits to families and children to process incoming and outgoing correspondence such as thank you letter , Introductory letter Gift notification, Annual progress report, Christmas card and farewell letter.</li><li>Report on child protection incident to the related assigned staff member</li></ul><p><b>Building Relationships within Communities:</b></p><br><ul><li>Build positive and constructive relationships with community members and partners in order to understand their realities and facilitate development processes effectively.</li><li>Increase the understanding of and sensitivity to child development and child vulnerability factors among community members and partners</li><li>Communicate effectively World Vision’s identity, mission, vision, values and its approach in order to work in ways that are contextually appropriate and clear.</li></ul><p><b>Act as a catalyst, broker and facilitator in working with partners:</b></p><br><ul><li>Support in identifying new partners within and outside the community, identify how these partners can work together towards shared priorities for child well-being and initiate, develop and manage partnership arrangements with them.</li><li>Work with partners to coordinate volunteers’ efforts to enable integration and synergy and prevent duplication and burn-out</li></ul><p><b>Build Community and Partners’ Capacity:</b></p><br><ul><li>Work jointly with the coordinator on building the capacity of WV staff , partner community groups and volunteers to facilitate manage and implement development plans focused on child well-being effectively.</li><li>Support in preparing and organizing community based activities including workshops, trainings, and other events in coordination with relevant stakeholders and WVL subject-matter experts</li></ul><p><b>Assist in Program Planning and Implementation:</b></p><br><ul><li>Actively support the Development Coordinator in project planning, implementation, monitoring and reporting processes relevant to assigned area.</li><li>Work with social groups to support, monitor and evaluate ongoing activities according to approved stated objectives, plan of action, budget and record progress.</li><li>Actively participate in sharing feedback, reflection and learning</li><li>Collect accurate and timely data for project design</li></ul><p><b>Safety and Security Responsibilities:</b></p><br><ul><li>Responsible of own security and actively contribute to a positive security culture</li><li>Abide by the security policies and procedures and report any incidents or breaches to line manager and / or security manager.</li><li>Be aware of the emergency procedures in a response and ensure that necessary</li></ul><p><b>Perform other duties as required</b></p><br><ul><li>Attend and participate in WVL’s spiritual nurture and other organizational events</li><li>Report CP incidents as per the safeguarding policy guidelines.</li><li>Abide by the security policies and procedures and report any incidents or breaches to line manager and / or security manager</li><li>Perform other duties as assigned by Line Manager</li></ul><p><b>As a Christian organisation, World Vision is founded on the biblical principles that women and men, girls and boys are created in the image of God, and of Jesus’ love for all people without discrimination. This means that we recognise and affirm the equal worth, dignity and rights of women, men, girls and boys with and without disability and all applicants will be considered for employment without attention to race, colour, religion, sexual orientation, gender identity, national origin, or disability status.</b></p><br><p><u>Applicant Types Accepted:</u></p><br>Local Applicants Only </div>

Key Responsibilities <br>Coffee Shop Operations <br>• Manage the day-to-day operations of Kahawa coffee shops across all locations. <br>• Ensure consistent product quality, service standards, cleanliness, presentation, and customer experience. <br>• Establish and maintain operating procedures and service standards. <br>• Conduct regular branch visits and ensure operational issues are addressed promptly. <br>• Ensure equipment, coffee machines, kitchen equipment, and facilities are properly maintained. <br>Sales & Business Development <br>• Develop initiatives to increase customer traffic, average spending, and overall sales. <br>• Monitor branch sales performance and identify opportunities for improvement. <br>• Support promotions, new products, seasonal offers, and customer-engagement initiatives. <br>• Develop opportunities for corporate customers, catering, delivery, and other additional revenue channels. <br>• Monitor competitors and market trends within Lubumbashi. <br>Manpower Management <br>• Manage baristas, cashiers, service staff, kitchen employees, supervisors, and other coffee-shop personnel. <br>• Prepare manpower schedules according to operational requirements. <br>• Train and coach employees on customer service, product knowledge, selling techniques, hygiene, and operational standards. <br>• Monitor employee performance, attendance, productivity, and discipline. <br>• Build a strong service-oriented culture across Kahawa locations. <br>Procurement & Inventory <br>• Coordinate purchasing of coffee, food ingredients, packaging, beverages, consumables, and operating supplies. <br>• Maintain appropriate inventory levels while minimizing shortages, waste, and overstocking. <br>• Monitor suppliers, purchasing prices, product quality, and delivery performance. <br>• Control stock movements, wastage, expiry, and consumption. <br>Cost & Financial Control <br>• Monitor sales, food and beverage costs, labor costs, wastage, and operational expenses. <br>• Work toward improving profitability at both branch and overall business level. <br>• Monitor cash-control procedures and ensure proper reconciliation of daily sales. <br>• Prepare and review operational and sales reports. <br>Customer Experience <br>• Ensure customers receive professional, welcoming, and consistent service. <br>• Handle customer complaints and ensure appropriate corrective actions. <br>• Develop initiatives to increase customer loyalty and repeat business. <br>• Maintain the image and positioning of Kahawa as a quality coffee-shop brand in Lubumbashi. <br>Education & Experience <br>• Bachelor's degree or relevant professional qualification in Hospitality Management, Business Administration, Food & Beverage Management, or related field preferred. <br>• Preferably 5+ years of experience in coffee shops, restaurants, cafés, bakery cafés, or food & beverage operations. <br>• Previous experience managing multiple locations or branches is strongly preferred. <br>• Experience in purchasing, inventory management, manpower planning, and sales development is highly desirable. <br>• Previous experience in Africa or multicultural environments would be an advantage. <br>Knowledge & Skills <br>• Strong coffee-shop / restaurant operations knowledge. <br>• Strong people-management and leadership capability. <br>• Good understanding of food and beverage cost control. <br>• Strong purchasing and inventory-management skills. <br>• Commercial mindset with focus on sales growth and profitability. <br>• Strong customer-service orientation. <br>• Ability to analyze operational and sales performance. <br>• Hands-on problem-solving capability. <br>• Ability to work independently and manage several locations simultaneously. <br>• Good communication and interpersonal skills. <br>• French and/or English proficiency appropriate for the Lubumbashi operating environment

<p>The incumbent in this position is responsible to function as primary support to Chief Engineer including activities in department budgets, capital expenditures, room s preventative maintenance and energy conservation. The job of <strong>Mechanical Supervisor </strong>is executed satisfactorily when:</p><ul><li> Oversee the day to day operations of the engineering and related departments.</li><li> Primary contact to communicate and coordinate work from other departments.</li><li> Assist Technical Director with developing and managing all engineering staff members.</li><li> Assist Technical Director to develop the unit s business plan.</li><li> Ensure regulatory compliance to facility regulations and safety standards.</li><li> Interact with engineering staff, vendors, Corporate/Regional Engineering and various department staff members.</li><li> Guest Rooms - plunging toilets, unclogging drains, repairing all types of hardware, plumbing, electrical equipment including lamps, air conditioners, cosmetic items, replacing electrical switches and outlets and programming TV's.</li><li> Public Areas - plunging toilets, unclogging drains, repairing and/or adjusting all types of hardware, plumbing, electrical, HVAC equipment and cosmetic items.</li><li> Fire Alarm/Life Safety System - to monitor systems as necessary, to be fully informed of the system operation and to handle emergencies involving the systems. To have a working knowledge of fire sprinkler and emergency power systems.</li><li> Energy Conservation - to observe energy and utilities usage in the hotel and on the grounds. To look for ways to conserve energy and report any ideas to the Engineering Management.</li><li> Tools - to clean, lubricate, protect and otherwise maintain all tools and equipment in the hotel. To see that all tools used are returned to the shop and secured in proper storage area. To protect and otherwise maintain your assigned tool pouch and its tools at the discretion of the Engineering Management.</li><li> Emergencies - to be available for any emergencies and act in an engineering capacity to protect our guest and employees, and preserve the building and its systems during the emergency. To act as quickly and responsibly as possible to return the building to its normal operating status. To inform Engineering Management of any such emergencies.</li><li> Accident Prevention and Safety - to be aware of all existing departmental Job Safety Analysis and to strive to work in an accident-free manner and to create a safe work environment for others. To continuously look for conditions which may endanger employees or guests of the hotel and to take immediate action to correct any hazardous conditions found.</li><li> Records - to read, log, track and interpret readings from meters, gauges and other measuring units. To maintain a thorough log of each day s activities and problems that occur and to ensure this information is passed on to other shifts.</li><li> Departmental Duties - to clean all engineering areas as directed by Engineering Management. To work in a neat and efficient manner, keeping work areas clean and well organized. To serve as otherwise directed or needed to help maintain the effective and efficient operation of the hotel. This assignment shall be at the discretion of Engineering Management or the hotel General Manager.</li><li> General - Complete all work assigned in a safe and professional manner. Maintain communications with supervisors to ensure that all needed materials, tools and supplies are available or on order. Follow up on any items that may be on back order. Keep supervisor updated on assignments. Provide training and technical advice to other engineers as needed or requested.</li><li> The Kempinski Hotel functions 7 days a week, 24 hours a day. All staff must realize this fact and be aware that at times it may be necessary to move employees from their accustomed shifts as business demands. In addition, it is understood that business determines the amount of hours that are worked, and that some weeks may be scheduled at less than 48 hours, and other weeks at more than 48 hours.</li><li> Performs all duties and responsibilities in a timely and efficient manner in accordance with established company policies and procedures to achieve overall objectives of this position.</li><li> To understand and strictly adhere to the Rules &amp; Regulations established in the Employees Handbook and the Hotel s policy on Fire, Hygiene, Health &amp; Safety.</li><li> To understand and strictly adhere to the Hotel s Employee rules &amp; regulations.</li><li> To report for duty punctually wearing the correct uniform and name tag at all times.</li></ul> Additional responsibilities and tasks can be added at any time according to the needs of the business and of the hotel.<p><strong>Desired Candidate Profile</strong></p><strong>NATIONALITY</strong>: Lebanese <br> <strong>EDUCATION</strong>: Vocational School Level<br> <br> <strong>EXPERIENCE:</strong> To fill the position, <strong>one</strong> of the following is required: <ul><li> 3 to 7 years experience as Engineering technician Preferably in a 5 star hotel.</li></ul> <strong>LANGUAGE</strong>: <ul><li> Local language excellent oral and written skills (as applicable)</li><li> English oral and written skills</li><li> Additional language - beneficial</li></ul> <strong>COMPETENCIES: </strong>Include the skills the candidate must have to fill this Position: <ul><li> Building teamwork</li><li> Developing others</li><li> Problem solving and decision making</li><li> Motivating others</li></ul> <strong>TECHNICAL COMPETENCIES:</strong> <ul><li> Knowledge and Skills of the field.</li><li> Knowledge on repairing process, equipment and machine</li><li> Knowledge on Engineering procedures and standards</li></ul> <strong>INDIVIDUAL</strong> <strong>CHARACTERISTICS: </strong>To fill this position the candidate must identify with the Kempinski core values, in addition they should be especially: <ul><li> People Oriented</li><li> Passionate for European luxury</li><li> Entrepreneurial</li><li> Straightforward</li><li> Building Teamwork</li><li> Developing others</li><li> Motivating others</li><li> Planning and organizing</li><li> Problem solving and decision making</li></ul>